Evaluation of Combined Artificial Intelligence and Radiologist Assessment to Interpret Screening Mammograms

Author:

Schaffter Thomas1,Buist Diana S. M.2,Lee Christoph I.3,Nikulin Yaroslav4,Ribli Dezso5,Guan Yuanfang6,Lotter William7,Jie Zequn8,Du Hao9,Wang Sijia10,Feng Jiashi11,Feng Mengling12,Kim Hyo-Eun13,Albiol Francisco14,Albiol Alberto15,Morrell Stephen16,Wojna Zbigniew17,Ahsen Mehmet Eren18,Asif Umar19,Jimeno Yepes Antonio19,Yohanandan Shivanthan19,Rabinovici-Cohen Simona20,Yi Darvin21,Hoff Bruce1,Yu Thomas1,Chaibub Neto Elias1,Rubin Daniel L.22,Lindholm Peter23,Margolies Laurie R.24,McBride Russell Bailey25,Rothstein Joseph H.26,Sieh Weiva27,Ben-Ari Rami20,Harrer Stefan19,Trister Andrew28,Friend Stephen1,Norman Thea29,Sahiner Berkman30,Strand Fredrik3132,Guinney Justin1,Stolovitzky Gustavo33,Mackey Lester34,Cahoon Joyce35,Shen Li36,Sohn Jae Ho37,Trivedi Hari38,Shen Yiqiu39,Buturovic Ljubomir40,Pereira Jose Costa41,Cardoso Jaime S.41,Castro Eduardo41,Kalleberg Karl Trygve42,Pelka Obioma4344,Nedjar Imane45,Geras Krzysztof J.46,Nensa Felix44,Goan Ethan47,Koitka Sven4346,Caballero Luis14,Cox David D.48,Krishnaswamy Pavitra49,Pandey Gaurav2650,Friedrich Christoph M.43,Perrin Dimitri47,Fookes Clinton47,Shi Bibo51,Cardoso Negrie Gerard52,Kawczynski Michael53,Cho Kyunghyun39,Khoo Can Son54,Lo Joseph Y.55,Sorensen A. Gregory7,Jung Hwejin56,

Affiliation:

1. Computational Oncology, Sage Bionetworks, Seattle, Washington

2. Kaiser Permanente Washington Health Research Institute, Seattle, Washington

3. University of Washington School of Medicine, Seattle

4. Therapixel, Paris, France

5. Department of Physics of Complex Systems, ELTE Eötvös Loránd University, Budapest, Hungary

6. Department of Computational Medicine and Bioinformatics, Michigan Medicine, University of Michigan, Ann Arbor

7. DeepHealth Inc, Cambridge, Massachusetts

8. Tencent AI Lab, Shenzhen, China

9. National University of Singapore, Singapore

10. Integrated Health Information Systems Pte Ltd, Singapore

11. Department of Electrical and Computer Engineering, National University of Singapore, Singapore

12. National University Health System, Singapore

13. Lunit Inc, Seoul, Korea

14. Instituto de Física Corpuscular (IFIC), CSIC–Universitat de València, Valencia, Spain

15. Universitat Politecnica de Valencia, Valencia, Valenciana, Spain

16. Centre for Medical Image Computing, University College London, Bloomsbury, London, United Kingdom

17. Tensorflight Inc, Mountain View, California

18. University of Illinois at Urbana-Champaign, Urbana

19. IBM Research Australia, Melbourne, Australia

20. IBM Research Haifa, Haifa University Campus, Mount Carmel, Haifa, Israel

21. Stanford University, Stanford, California

22. Department of Biomedical Data Science, Radiology, and Medicine (Biomedical Informatics), Stanford University, Stanford, California

23. Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden

24. Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, New York

25. Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York

26. Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York

27. Department of Population Health Science and Policy, Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York

28. Fred Hutchinson Cancer Research Center, Seattle, Washington

29. Bill and Melinda Gates Foundation, Seattle, Washington

30. Center for Devices and Radiological Health, Food and Drug Administration, Silver Spring, Maryland

31. Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden

32. Breast Radiology, Karolinska University Hospital, Stockholm, Sweden

33. IBM Research, Translational Systems Biology and Nanobiotechnology, Thomas J. Watson Research Center, Yorktown Heights, New York

34. Microsoft New England Research and Development Center, Cambridge, Massachusetts

35. North Carolina State University, Raleigh

36. Icahn School of Medicine at Mount Sinai, New York, New York

37. Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco

38. Emory University, Atlanta, Georgia

39. New York University, New York

40. Clinical Persona, East Palo Alto, California

41. Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal

42. KolibriFX, Oslo, Norway

43. Department of Computer Science, University of Applied Sciences and Arts, Dortmund, Germany

44. Department of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, Essen, Germany

45. Biomedical Engineering Laboratory Tlemcen University, Tlemcen, Algeria

46. Department of Radiology, NYU School of Medicine, New York, New York

47. Queensland University of Technology, Brisbane, Australia

48. MIT-IBM Watson AI Lab, IBM Research, Cambridge, Massachusetts

49. Institute for Infocomm Research, A*STAR, Singapore

50. Icahn Institute for Data Science and Genomic Technology, New York, New York

51. Carl E. Ravin Advanced Imaging Laboratories, Department of Radiology, Duke University School of Medicine, Durham, North Carolina

52. Satalia, London, United Kingdom

53. Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco

54. University College London, London, United Kingdom

55. Department of Radiology, Duke University School of Medicine, Durham, North Carolina

56. Korea University, Seoul, Korea

Publisher

American Medical Association (AMA)

Subject

General Medicine

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